{"meta":{"query_hash":"1a8a89f9a5cc","filters":{"venue":"Advances in econometrics"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/1a8a89f9a5cc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+econometrics"},"results":[{"id":"W2479927279","doi":"10.1016/s0731-9053(05)20010-5","title":"On a Simple Two-Stage Closed-form Estimator for a Stochastic Volatility in a General Linear Regression","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in econometrics","topic":"Financial Risk and Volatility Modeling","field":"Economics, Econometrics and Finance","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Université de Montréal","funders":"Networks of Centres of Excellence of Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs","keywords":"Estimator; Stochastic volatility; Mathematics; Applied mathematics; Volatility (finance); Econometrics; Simple linear regression; Linear regression; Conditional expectation; Statistics","score_opus":0.054525813271730394,"score_gpt":0.30081067790501925,"score_spread":0.24628486463328886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479927279","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023259658,0.00013722813,0.99663514,0.000074609634,0.000021547288,0.00002753975,0.000033947235,0.00014195262,0.00060203276],"genre_scores_gemma":[0.07366135,0.0005364962,0.92068803,0.00018820868,0.00015808712,0.00024008911,0.00041318478,0.00013462217,0.0039798394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983583,0.0008934114,0.000058291444,0.00030456175,0.00033599796,0.000049407277],"domain_scores_gemma":[0.99268156,0.005967841,0.00023954178,0.00051659474,0.00054279855,0.000051633295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047493065,0.00074569456,0.0011321979,0.00073817454,0.00033993606,0.0012692768,0.0015147221,0.0017781098,0.0033964396],"category_scores_gemma":[0.020378385,0.0005189167,0.0006762381,0.0012092331,0.0008815776,0.0020564818,0.0011959027,0.0015985036,0.0013200489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014690081,0.0001966487,0.0023668762,0.00032678607,0.0001365754,0.0002373138,0.00015941507,0.35351717,0.009685101,0.3162625,0.0061210715,0.31084362],"study_design_scores_gemma":[0.000043828608,0.00008130928,0.00077019125,0.000046134985,0.00003846746,0.00017948782,0.000017491087,0.9330544,0.0028165735,0.057628825,0.0052815643,0.000041673247],"about_ca_topic_score_codex":0.0015989078,"about_ca_topic_score_gemma":0.0019645242,"teacher_disagreement_score":0.0047493065,"about_ca_system_score_codex":0.00056757935,"about_ca_system_score_gemma":0.0010994656,"threshold_uncertainty_score":0.02511704},"labels":[],"label_agreement":null},{"id":"W2491891979","doi":"10.1016/s0731-9053(03)17011-9","title":"BAYESIAN ANALYSIS OF MISSPECIFIED MODELS WITH FIXED EFFECTS","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in econometrics","topic":"Spatial and Panel Data Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Estimator; Mathematics; Bayesian probability; Covariance; Statistics; Fixed effects model; Applied mathematics; Econometrics; Panel data","score_opus":0.03314884652957991,"score_gpt":0.21284913028604036,"score_spread":0.17970028375646044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2491891979","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01286081,0.0016311283,0.9811452,0.00066097657,0.000045489836,0.000027175556,0.00025547008,0.00019020119,0.0031835411],"genre_scores_gemma":[0.46774638,0.009001563,0.4915142,0.00076219195,0.0006805492,0.00066764303,0.0030309693,0.00067507057,0.025921442],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99316376,0.004234054,0.0002481168,0.0007893073,0.0012313114,0.00033335557],"domain_scores_gemma":[0.9546464,0.038155645,0.0026763617,0.0021432815,0.0020480417,0.00033028776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015643502,0.0009652891,0.0025951047,0.0023646792,0.0007923903,0.0026323388,0.003536849,0.0020169935,0.0049847574],"category_scores_gemma":[0.06647673,0.0015928358,0.001505935,0.0028132268,0.0014913745,0.0049260785,0.0022305483,0.0031157976,0.00085816067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005391044,0.000040770494,0.0027467695,0.00021885846,0.00025888858,0.00022481565,0.0003985057,0.21968803,0.00038233714,0.7288298,0.0044034296,0.04275387],"study_design_scores_gemma":[0.000010187749,0.000011096136,0.0007615761,0.000048810292,0.000034591125,0.000052265816,0.000031729007,0.5028839,0.0001116498,0.49304646,0.002982385,0.000025198167],"about_ca_topic_score_codex":0.008847807,"about_ca_topic_score_gemma":0.0072766356,"teacher_disagreement_score":0.015643502,"about_ca_system_score_codex":0.0021744117,"about_ca_system_score_gemma":0.0018193593,"threshold_uncertainty_score":0.08273178},"labels":[],"label_agreement":null},{"id":"W2505126815","doi":"10.1016/s0731-9053(07)00004-7","title":"Instrumental variables estimation of the average treatment effect in the correlated random coefficient model","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in econometrics","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; Michigan State University","keywords":"Instrumental variable; Tobit model; Mathematics; Variables; Econometrics; Statistics; Random variable; Estimation; Random effects model; Variable (mathematics); Economics; Mathematical analysis","score_opus":0.066085663606183,"score_gpt":0.3263762946920296,"score_spread":0.2602906310858466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2505126815","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029538732,0.0005532991,0.9906645,0.00082373695,0.00010590587,0.0001262404,0.00025550334,0.00014527366,0.004371622],"genre_scores_gemma":[0.2626223,0.0043327236,0.70253253,0.0018285426,0.00083328673,0.0020775357,0.0011600173,0.0004205806,0.024192417],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9832454,0.012667637,0.00039402113,0.0015076016,0.0015487504,0.0006365923],"domain_scores_gemma":[0.9659864,0.027422614,0.0020468084,0.0031742458,0.0011181957,0.00025187255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0199737,0.0012678421,0.003244682,0.0016603345,0.00075084757,0.0029177899,0.004508485,0.0027262387,0.012287532],"category_scores_gemma":[0.06101432,0.0010304477,0.0022616596,0.0030397463,0.002902131,0.0029695483,0.0024484128,0.004648822,0.0023587258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000088557725,0.0001144039,0.0016850084,0.00027521283,0.0003146487,0.00012340846,0.0001915269,0.06760054,0.00040416565,0.8692061,0.0054944386,0.054502085],"study_design_scores_gemma":[0.00012907585,0.00009395664,0.001162735,0.0002444342,0.00025694852,0.00008664271,0.000077497185,0.28738284,0.0010434454,0.6972969,0.012163224,0.000062340136],"about_ca_topic_score_codex":0.0026348513,"about_ca_topic_score_gemma":0.0020805984,"teacher_disagreement_score":0.0199737,"about_ca_system_score_codex":0.0018402779,"about_ca_system_score_gemma":0.0034511823,"threshold_uncertainty_score":0.105632246},"labels":[],"label_agreement":null},{"id":"W4230631870","doi":"10.1108/s0731-905320140000033025","title":"List of Contributors","year":2014,"lang":"en","type":"other","venue":"Advances in econometrics","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Schools of economic thought; Publishing; Library science; Emerald; Applied economics; Chapel; History; Political science; Economics; Law; Art history","score_opus":0.022116304860442824,"score_gpt":0.21540959206054885,"score_spread":0.19329328720010602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230631870","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009728486,0.017073656,0.005055515,0.0417011,0.18351059,0.0016615797,0.06255682,0.006054492,0.6814134],"genre_scores_gemma":[0.0024190661,0.008120142,0.0023212894,0.0075048273,0.013193609,0.0009057234,0.0262304,0.0020107138,0.9372943],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961224,0.0005351711,0.00038099746,0.0006564151,0.0019203715,0.00038462636],"domain_scores_gemma":[0.97675645,0.001730547,0.00074131205,0.0020223493,0.0155357225,0.0032136275],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0030406294,0.001612236,0.0020216058,0.007529019,0.0036173775,0.012176386,0.0030900664,0.003431332,0.7242162],"category_scores_gemma":[0.024477813,0.00060651574,0.0010415347,0.007892301,0.0007399607,0.00725438,0.004270918,0.002920209,0.7513767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006396793,0.0000051414972,0.00004681831,0.00011914055,0.000001432509,0.000012622964,0.000021162803,0.000010749997,0.00004732657,0.00061136676,0.97857237,0.02054556],"study_design_scores_gemma":[0.000002779555,0.0000051785205,0.00010606708,0.00016160285,0.0000020874725,0.00003025276,0.00004492657,0.000019786941,0.00004089983,0.000463221,0.99911815,0.000005089627],"about_ca_topic_score_codex":0.0023530761,"about_ca_topic_score_gemma":0.0030569942,"teacher_disagreement_score":0.27578378,"about_ca_system_score_codex":0.0023874159,"about_ca_system_score_gemma":0.0055792877,"threshold_uncertainty_score":0.39337206},"labels":[],"label_agreement":null},{"id":"W4252137584","doi":"10.1016/s0731-9053(05)20036-1","title":"List of Contributors","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in econometrics","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Econometrics; Stochastic volatility; Predictability; Realized variance; Financial econometrics; Volatility (finance); Economics; Computer science; Finance; Statistics; Mathematics; Financial market","score_opus":0.02710506640602,"score_gpt":0.2154717827287948,"score_spread":0.1883667163227748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252137584","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00095795037,0.014993209,0.0038479548,0.02707002,0.10974384,0.0010147707,0.037644636,0.004783571,0.799944],"genre_scores_gemma":[0.0016913639,0.0053425226,0.0014059519,0.0034449652,0.006323629,0.00035766567,0.014476352,0.0011417337,0.96581584],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974369,0.0003003831,0.00020324628,0.00049086707,0.0012828863,0.00028573402],"domain_scores_gemma":[0.9887046,0.00073998235,0.00037468,0.0010768193,0.007127649,0.0019762025],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021472566,0.001597148,0.0016965088,0.0058256956,0.003061961,0.009940406,0.0028177986,0.0031901014,0.7654315],"category_scores_gemma":[0.0142042,0.0005549814,0.0010152207,0.0065895943,0.0005819577,0.0066057546,0.004163321,0.0025550288,0.7732298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071803565,0.000008099867,0.00007065056,0.000114492825,0.0000015120073,0.000018362334,0.000023965471,0.000015520076,0.00006191073,0.0010393817,0.96680397,0.03183493],"study_design_scores_gemma":[0.00000196664,0.000005903492,0.00014266682,0.00012603505,0.0000015592964,0.00003496171,0.000037954193,0.000017576062,0.0000364371,0.00039527044,0.9991955,0.000004040713],"about_ca_topic_score_codex":0.0026306955,"about_ca_topic_score_gemma":0.0031756202,"teacher_disagreement_score":0.23456848,"about_ca_system_score_codex":0.0021328889,"about_ca_system_score_gemma":0.0038581758,"threshold_uncertainty_score":0.33458346},"labels":[],"label_agreement":null},{"id":"W652170055","doi":"10.1108/s0731-9053(2009)0000025022","title":"Nonparametric Econometric Methods","year":2009,"lang":"en","type":"other","venue":"Advances in econometrics","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nonparametric statistics; Econometrics; Semiparametric regression; Kernel density estimation; Nonparametric regression; Quantile; Statistics; Economics; Mathematics; Estimator","score_opus":0.027236216299980222,"score_gpt":0.27170669639216866,"score_spread":0.24447048009218844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W652170055","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014247498,0.008862513,0.9424224,0.0028452703,0.0015670515,0.00047083688,0.0032965415,0.0012608328,0.0378498],"genre_scores_gemma":[0.12799913,0.022035295,0.7368231,0.0028374228,0.0039888346,0.0046144836,0.009671312,0.0019881977,0.090042256],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9892943,0.0069059185,0.0005495344,0.0010595731,0.0019323562,0.00025837382],"domain_scores_gemma":[0.9789651,0.014113951,0.00097378175,0.0031275072,0.00261933,0.00020030126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011848508,0.0014906425,0.0019772565,0.0035591472,0.0008413105,0.0042346264,0.0022623795,0.0020899076,0.05187025],"category_scores_gemma":[0.04774287,0.00071144424,0.0020974393,0.00487551,0.0015427567,0.0024550532,0.0025813964,0.0028406302,0.017199706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006949237,0.0000937745,0.0027929079,0.00089815905,0.00033260026,0.00016149449,0.00018720867,0.020197699,0.0002157051,0.3139906,0.14439842,0.516662],"study_design_scores_gemma":[0.00008238395,0.000072876785,0.0035210776,0.00090827147,0.0001288179,0.0004526559,0.00029126272,0.11953123,0.0004989304,0.50683945,0.36757734,0.00009571116],"about_ca_topic_score_codex":0.0032104785,"about_ca_topic_score_gemma":0.0030953677,"teacher_disagreement_score":0.05187025,"about_ca_system_score_codex":0.0015454965,"about_ca_system_score_gemma":0.0031205602,"threshold_uncertainty_score":0.1735233},"labels":[],"label_agreement":null}]}